A non-transitory computer readable storage medium storing instructions, which when executed by a server computer system, causes the server computer system to perform operations for executing a service of the server computer system for a client system, the operations comprising:
- defining, at the server computer system, a client system descriptor file that includes a set of signals suitable for input into a large language machine learning model (LLM);
- collecting, by the server computer system, a first set of data associated with a first client system from one or more source systems, wherein the first set of data is representative of the set of signals for the client system;
- compressing, by the server computer system, the first set of data into the set of signals for a first client system descriptor file allocated for the client system;
- executing, by the server computer system, a query using at least the first client system descriptor file as a portion of input into the LLM, the query associated with a service of the server computer system provided to the client system;
- and
- in response to obtaining an output by the LLM, executing at least an action by the service of the server computer system.